EP4150953A4 - Procédé de réduction d'une transmission de données dans un réseau de communication par apprentissage automatique - Google Patents

Procédé de réduction d'une transmission de données dans un réseau de communication par apprentissage automatique Download PDF

Info

Publication number
EP4150953A4
EP4150953A4 EP20935176.6A EP20935176A EP4150953A4 EP 4150953 A4 EP4150953 A4 EP 4150953A4 EP 20935176 A EP20935176 A EP 20935176A EP 4150953 A4 EP4150953 A4 EP 4150953A4
Authority
EP
European Patent Office
Prior art keywords
data
machine learning
communications network
reducing transmission
reducing
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP20935176.6A
Other languages
German (de)
English (en)
Other versions
EP4150953A1 (fr
Inventor
Roman ZHOHOV
Ursula CHALLITA
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Telefonaktiebolaget LM Ericsson AB
Original Assignee
Telefonaktiebolaget LM Ericsson AB
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Telefonaktiebolaget LM Ericsson AB filed Critical Telefonaktiebolaget LM Ericsson AB
Publication of EP4150953A1 publication Critical patent/EP4150953A1/fr
Publication of EP4150953A4 publication Critical patent/EP4150953A4/fr
Pending legal-status Critical Current

Links

Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/10—Scheduling measurement reports ; Arrangements for measurement reports
    • H—ELECTRICITY
    • H03—ELECTRONIC CIRCUITRY
    • H03M—CODING; DECODING; CODE CONVERSION IN GENERAL
    • H03M7/00—Conversion of a code where information is represented by a given sequence or number of digits to a code where the same, similar or subset of information is represented by a different sequence or number of digits
    • H03M7/30—Compression; Expansion; Suppression of unnecessary data, e.g. redundancy reduction
    • H03M7/3059—Digital compression and data reduction techniques where the original information is represented by a subset or similar information, e.g. lossy compression
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • H—ELECTRICITY
    • H03—ELECTRONIC CIRCUITRY
    • H03M—CODING; DECODING; CODE CONVERSION IN GENERAL
    • H03M7/00—Conversion of a code where information is represented by a given sequence or number of digits to a code where the same, similar or subset of information is represented by a different sequence or number of digits
    • H03M7/30—Compression; Expansion; Suppression of unnecessary data, e.g. redundancy reduction
    • H03M7/60—General implementation details not specific to a particular type of compression
    • H03M7/6041—Compression optimized for errors
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W28/00—Network traffic management; Network resource management
    • H04W28/02—Traffic management, e.g. flow control or congestion control
    • H04W28/06—Optimizing the usage of the radio link, e.g. header compression, information sizing, discarding information

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Biophysics (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Mobile Radio Communication Systems (AREA)
EP20935176.6A 2020-05-15 2020-05-15 Procédé de réduction d'une transmission de données dans un réseau de communication par apprentissage automatique Pending EP4150953A4 (fr)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/SE2020/050502 WO2021230785A1 (fr) 2020-05-15 2020-05-15 Procédé de réduction d'une transmission de données dans un réseau de communication par apprentissage automatique

Publications (2)

Publication Number Publication Date
EP4150953A1 EP4150953A1 (fr) 2023-03-22
EP4150953A4 true EP4150953A4 (fr) 2024-01-17

Family

ID=78524692

Family Applications (1)

Application Number Title Priority Date Filing Date
EP20935176.6A Pending EP4150953A4 (fr) 2020-05-15 2020-05-15 Procédé de réduction d'une transmission de données dans un réseau de communication par apprentissage automatique

Country Status (3)

Country Link
US (1) US20230180039A1 (fr)
EP (1) EP4150953A4 (fr)
WO (1) WO2021230785A1 (fr)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2024088006A1 (fr) * 2022-10-26 2024-05-02 Telefonaktiebolaget Lm Ericsson (Publ) Procédés et appareils de traitement d'informations de canal

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2013171152A1 (fr) * 2012-05-18 2013-11-21 Telefonica, S.A. Procédé et système pour la remise de comptes rendus de csi dans des réseaux lte en fonction de la mobilité d'un équipement utilisateur
US10572830B2 (en) * 2017-04-24 2020-02-25 Virginia Tech Intellectual Properties, Inc. Learning and deploying compression of radio signals
KR102598825B1 (ko) * 2017-06-19 2023-11-03 버지니아 테크 인터렉추얼 프라퍼티스, 인크. 다중 안테나 송수신기를 이용한 무선 송신을 위한 정보의 인코딩 및 디코딩
US10429486B1 (en) * 2017-08-18 2019-10-01 DeepSig Inc. Method and system for learned communications signal shaping

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
GUNDUZ DENIZ ET AL: "Machine Learning in the Air", IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, IEEE SERVICE CENTER, PISCATAWAY, US, vol. 37, no. 10, 1 October 2019 (2019-10-01), pages 2184 - 2199, XP011745736, ISSN: 0733-8716, [retrieved on 20190913], DOI: 10.1109/JSAC.2019.2933969 *
SEBASTIAN D\"ORNER ET AL: "Deep Learning-Based Communication Over the Air", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 11 July 2017 (2017-07-11), XP081279898, DOI: 10.1109/JSTSP.2017.2784180 *
See also references of WO2021230785A1 *
WEN CHAO-KAI ET AL: "Deep Learning for Massive MIMO CSI Feedback", IEEE WIRELESS COMMUNICATIONS LETTERS, vol. 7, no. 5, 1 October 2018 (2018-10-01), Piscataway, NJ, USA, pages 748 - 751, XP055854726, ISSN: 2162-2337, Retrieved from the Internet <URL:https://ieeexplore.ieee.org/ielx7/5962382/8490122/08322184.pdf?tp=&arnumber=8322184&isnumber=8490122&ref=aHR0cHM6Ly9pZWVleHBsb3JlLmllZWUub3JnL2Fic3RyYWN0L2RvY3VtZW50LzgzMjIxODQ=> DOI: 10.1109/LWC.2018.2818160 *
YANG QIANQIAN ET AL: "Deep Convolutional Compression For Massive MIMO CSI Feedback", 2019 IEEE 29TH INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), IEEE, 13 October 2019 (2019-10-13), pages 1 - 6, XP033645807, DOI: 10.1109/MLSP.2019.8918798 *

Also Published As

Publication number Publication date
US20230180039A1 (en) 2023-06-08
EP4150953A1 (fr) 2023-03-22
WO2021230785A1 (fr) 2021-11-18

Similar Documents

Publication Publication Date Title
EP4158995A4 (fr) Équipement utilisateur et procédé de transmission de petites données
EP4091388A4 (fr) Procédé et équipement utilisateur pour transmission de petites données
EP3942865A4 (fr) Procédé et appareil permettant de transmettre des données à un noeud de réseau dans un système de communication sans fil
EP3937536A4 (fr) Procédé d&#39;émission et de réception de données pour un terminal par utilisation de multiples liaisons et terminal
EP4079094A4 (fr) Équipement utilisateur et procédé de transmission de petites données
EP4107907A4 (fr) Procédé pour la transmission de petites données
WO2012092586A3 (fr) Procédés et systèmes de transmission de données dans des réseaux d&#39;ordinateurs
EP4201101A4 (fr) Formation d&#39;un modèle d&#39;apprentissage machine à l&#39;aide de transmissions entre des ressources harq réservées dans un réseau de communication
EP4195822A4 (fr) Procédé de communication
EP3928460A4 (fr) Procédé et appareil de transmission de données basée sur la répétition pour communication coopérative en réseau
EP4150953A4 (fr) Procédé de réduction d&#39;une transmission de données dans un réseau de communication par apprentissage automatique
EP4098019A4 (fr) Procédé et appareil permettant de rapporter une défaillance de procédure de transmission de données pour une optimisation de réseau dans un système de communication sans fil
EP4055981A4 (fr) Procédé permettant d&#39;influencer un routage de trafic de données dans un réseau central
EP4213541A4 (fr) Procédé de commande de communication
EP4114138A4 (fr) Procédé de commande de communication
EP4331169A4 (fr) Procédé et appareil de transmission de données dans des communications coopératives de réseau
EP4092947A4 (fr) Procédé et appareil de transmission de données, premier n?ud de communication et second noeud de communication
EP4131817A4 (fr) Procédé de transmission de données et dispositif de réseau
EP4210432A4 (fr) Procédé de commande de communication
EP4042331A4 (fr) Fourniture d&#39;une action optimisée destinée à être appliquée dans un réseau de communication sans fil afin d&#39;influer sur une transmission de données sur un canal de communication
AU2024904078A0 (en) Data communications network and method for improving a user learning experience
EP4262272A4 (fr) Procédé de transmission de données et dispositif de communication
EP4169233C0 (fr) Procédé et réseau correspondant de télécommunication destinés aux transmissions sécurisées de données
EP3937435A4 (fr) Procédé d&#39;organisation de réseau de transmission de données
AU2023296527A1 (en) Data transmission method and communication apparatus

Legal Events

Date Code Title Description
STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE

PUAI Public reference made under article 153(3) epc to a published international application that has entered the european phase

Free format text: ORIGINAL CODE: 0009012

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: REQUEST FOR EXAMINATION WAS MADE

17P Request for examination filed

Effective date: 20221115

AK Designated contracting states

Kind code of ref document: A1

Designated state(s): AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR

DAV Request for validation of the european patent (deleted)
DAX Request for extension of the european patent (deleted)
A4 Supplementary search report drawn up and despatched

Effective date: 20231214

RIC1 Information provided on ipc code assigned before grant

Ipc: H04L 41/16 20220101ALI20231208BHEP

Ipc: H04W 28/06 20090101ALI20231208BHEP

Ipc: H04B 1/66 20060101ALI20231208BHEP

Ipc: G06N 3/02 20060101ALI20231208BHEP

Ipc: H03M 7/30 20060101ALI20231208BHEP

Ipc: G06N 20/00 20190101ALI20231208BHEP

Ipc: H04W 24/10 20090101AFI20231208BHEP